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How does the temperature setting in a decoding algorithm influence the probability distribution over the vocabulary?
Correct Answer: A
Temperature is a parameter in LLM decoding algorithms that controls randomness in text generation. Effects of Temperature on Text Generation: Higher Temperature (>1.0): Flattens the probability distribution, making lower-probability words more likely. Increases randomness, resulting in more creative and diverse outputs. Lower Temperature (<1.0): Sharpening effect, making high-probability words more dominant. Produces more predictable and deterministic responses. Why Other Options Are Incorrect: (B) is incorrect because temperature does not remove the impact of likely words; it reduces or increases randomness. (C) is incorrect because temperature affects probability, not speed. (D) is incorrect because decreasing the temperature narrows the distribution, making text more deterministic. 🔹 Oracle Generative AI Reference: Oracle AI models allow dynamic temperature control to balance coherence and creativity in text generation.